Fix stale 'text not bundled' wording: Quick Start uses sample['description'], drop duplicate arxiv tag

Fix How-to-Use-the-Query section: description IS bundled, consolidate char-limit fallback note

Initial release v1.0 — 569 samples + description field (HF-only enrichment)

initial commit